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In this research, we explored the efficacy of various warning label designs for AI-generated content on social media platforms e.g., deepfakes. We devised and assessed ten distinct label design samples that varied across the dimensions of…

Human-Computer Interaction · Computer Science 2025-03-11 Dilrukshi Gamage , Dilki Sewwandi , Min Zhang , Arosha Bandara

Artificial intelligence's integration into daily life has brought with it a reckoning on the role such technology plays in society and the varied stakeholders who should shape its governance. This is particularly relevant for the governance…

Computers and Society · Computer Science 2025-02-10 Claire R. Leibowicz

As generative AI becomes increasingly integrated into journalism, designing effective AI-use disclosures that inform readers without imposing unnecessary burden is a key challenge. While prior research has primarily focused on trust and…

Human-Computer Interaction · Computer Science 2026-05-15 Pooja Prajod , Hannes Cools , Thomas Röggla , Pablo Cesar , Abdallah El Ali

Data transparency has emerged as a rallying cry for addressing concerns about AI: data quality, privacy, and copyright chief among them. Yet while these calls are crucial for accountability, current transparency policies often fall short of…

Generative artificial intelligence (Gen-AI) is reshaping content creation on digital platforms by reducing production costs and enabling scalable output of varying quality. In response, platforms have begun adopting disclosure policies that…

Computers and Society · Computer Science 2026-01-27 Juan Wu , Zhe , Zhang , Amit Mehra

The growing capability of artificial intelligence (AI) leads to its increasing adoption in writing, spurring discussions around whether writers should disclose their AI use in writing. What influences the perceived necessity of disclosure?…

Human-Computer Interaction · Computer Science 2026-05-01 Jingchao Fang , Victoria Xiaohan Wen , Mina Lee

As generative artificial intelligence (AI) enables the creation and dissemination of information at massive scale and speed, it is increasingly important to understand how people perceive AI-generated content. One prominent policy proposal…

Computers and Society · Computer Science 2025-04-23 Isabel O. Gallegos , Chen Shani , Weiyan Shi , Federico Bianchi , Izzy Gainsburg , Dan Jurafsky , Robb Willer

As artificial intelligence (AI) becomes integral to economy and society, communication gaps between developers, users, and stakeholders hinder trust and informed decision-making. High-level AI labels, inspired by frameworks like EU energy…

Artificial Intelligence · Computer Science 2025-01-22 Raphael Fischer , Magdalena Wischnewski , Alexander van der Staay , Katharina Poitz , Christian Janiesch , Thomas Liebig

As generative AI is increasingly contributing to the spread of deceptively realistic misinformation, lawmakers have introduced regulations requiring the disclosure of AI-generated content. However, it is unclear if labels reduce the risk of…

As AI integrates in various types of human writing, calls for transparency around AI assistance are growing. However, if transparency operates on uneven ground and certain identity groups bear a heavier cost for being honest, then the…

Computers and Society · Computer Science 2025-07-03 Inyoung Cheong , Alicia Guo , Mina Lee , Zhehui Liao , Kowe Kadoma , Dongyoung Go , Joseph Chee Chang , Peter Henderson , Mor Naaman , Amy X. Zhang

As artificial intelligence (AI) is increasingly integrated into news production, calls for transparency about the use of AI have gained considerable traction. Recent studies suggest that AI disclosures can lead to a ``transparency…

Human-Computer Interaction · Computer Science 2026-01-15 Pooja Prajod , Hannes Cools , Thomas Röggla , Karthikeya Puttur Venkatraj , Amber Kusters , Alia ElKattan , Pablo Cesar , Abdallah El Ali

Generative AI is not just a technological leap -- it is a societal stress test, reshaping trust, identity, equity, and authorship. This exploratory PhD seminar examined emerging academic trends in AI-driven synthetic media and worlds,…

Computers and Society · Computer Science 2025-07-29 Katalin Feher

Alongside the growth of generative AI, we are witnessing a surge in the use of synthetic data across all stages of the AI development pipeline. It is now common practice for researchers and practitioners to use one large generative model…

Human-Computer Interaction · Computer Science 2025-05-14 Shivani Kapania , Stephanie Ballard , Alex Kessler , Jennifer Wortman Vaughan

Reducing the spread of misinformation is challenging. AI-based fact verification systems offer a promising solution by addressing the high costs and slow pace of traditional fact-checking. However, the problem of how to effectively…

Human-Computer Interaction · Computer Science 2025-03-14 Huiyun Tang , Björn Rohles , Yuwei Chuai , Gabriele Lenzini , Anastasia Sergeeva

2023 was the year the world woke up to generative AI, and 2024 is the year policymakers are responding more firmly. Importantly, this policy momentum is taking place alongside real world creation and distribution of synthetic media. Social…

Computers and Society · Computer Science 2024-07-22 Claire R. Leibowicz , Christian H. Cardona

Synthetic data, which is artificially generated and intelligently mimicking or supplementing the real-world data, is increasingly used. The proliferation of AI agents and the adoption of synthetic data create a synthetic mirror that…

Computers and Society · Computer Science 2025-06-18 Marcelle Momha

As artificial intelligence (AI) increasingly integrates into crowdfunding practices, strategic disclosure of AI involvement has become critical. Yet, empirical insights into how different disclosure strategies influence investor decisions…

Human-Computer Interaction · Computer Science 2026-02-18 Ning Wang , Chen Liang

The use of AI tools in research is becoming routine, alongside growing consensus that such use should be transparently disclosed. However, AI disclosure statements remain rare and inconsistent, with policies offering limited guidance and…

Human-Computer Interaction · Computer Science 2026-04-06 Yoana Ahmetoglu , Marios Constantinides , Anna Cox

Despite conflicting definitions and conceptions of fairness, AI fairness researchers broadly agree that fairness is context-specific. However, when faced with general-purpose AI, which by definition serves a range of contexts, how should we…

Computers and Society · Computer Science 2025-10-08 Vyoma Raman , Judy Hanwen Shen , Andy K. Zhang , Lindsey Gailmard , Rishi Bommasani , Daniel E. Ho , Angelina Wang

Generative AI blurs the lines of authorship in computing education, creating uncertainty around how students should attribute AI assistance. To examine these emerging norms, we conducted a factorial vignette study with 94 computer science…

Human-Computer Interaction · Computer Science 2026-03-20 Runlong Ye , Oliver Huang , Jessica He , Michael Liut
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